{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Ablation to Inspect ResNet Decisions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook tutorial demonstrates how feature ablation in Captum can be applied to inspect computer vision models. \n",
    "\n",
    "**Task:** Classification into ImageNet-1k categories.\n",
    "\n",
    "**Model:** A ResNet18 trained on ImageNet-1k.\n",
    "\n",
    "**Data to inspect:** Samples from PASCAL VOC (Visual Object Classes) 2012.\n",
    "\n",
    "**Ablation based on:** Segmentation masks.\n",
    "\n",
    "We will use the visualization functions in Captum to show how each semantic part impacts the model output.\n",
    "  \n",
    "This tutorial assumes the following packages are installed: `captum`, `matplotlib`, `numpy`, `PIL`, `torch`, and `torchvision`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "import torchvision.transforms as T\n",
    "from torchvision import models\n",
    "\n",
    "from captum.attr import visualization as viz\n",
    "from captum.attr import FeatureAblation\n",
    "\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import os\n",
    "import json\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Loading the model and the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us load the pretrained `resnet18` model available in `torchvision` and set it to eval mode.\n",
    "\n",
    "This model will serve as a classifier into the ImageNet-1k categories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet = models.resnet18(pretrained=True)\n",
    "resnet = resnet.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A straightforward way to demonstrate feature ablation on images is to ablate semantic image areas.\n",
    "\n",
    "Therefore, we will load sample images from VOC 2012, as these images come along with annotated segmentation masks.\n",
    "\n",
    "**Note**: The VOC 2012 dataset is 2GB. If you do not want to download it, you can skip the next step and provide your own image and segmentation mask in the step next."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = \"./VOC\"\n",
    "dataset = torchvision.datasets.VOCSegmentation(root, year='2012', image_set='train', download=False, transform=None, target_transform=None)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us look at a sample image along with its segmentation mask:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_ind = 91\n",
    "\n",
    "img = Image.open(dataset.images[sample_ind])\n",
    "plt.imshow(img); plt.axis('off'); plt.show()\n",
    "mask_img = Image.open(dataset.masks[sample_ind])\n",
    "plt.imshow(mask_img); plt.axis('off'); plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the segmentation mask, the image contains three bottles, and two TV monitors, with the rest considered background. All of `background`, `bottle`, and `tvmonitor` are among the 20 categories in VOC 2012. This dataset also features a `void` category, used to annotate pixels that are not considered part of any class. These pixels represent border between the objects in the above example."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us also load ImageNet class labels to understand the output when we classify the samples using a classifier trained on ImageNet-1k.\n",
    "\n",
    "**Note**: wget should be available as a command in your environment, although you might need to install it. You can skip the next two steps if you are OK with class index as classification output (in that case, use `classify` in the next sections with `print_result`=`False`). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "!wget -P $HOME/.torch/models https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_path = os.getenv(\"HOME\") + '/.torch/models/imagenet_class_index.json'\n",
    "with open(labels_path) as json_data:\n",
    "    idx_to_labels = json.load(json_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Baseline classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us define a function for classifying images using our ResNet. This model produces logits as classification scores. To normalize these logits into probabilities, we process the output with a `softmax` layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uses torchvision transforms to convert a PIL image to a tensor and normalize it\n",
    "img_to_resnet_input = T.Compose([\n",
    " T.ToTensor(),\n",
    " T.Normalize(\n",
    "     mean=[0.485, 0.456, 0.406],\n",
    "     std=[0.229, 0.224, 0.225]\n",
    " )    \n",
    "])\n",
    "\n",
    "def classify(img, print_result=True):\n",
    "    output = resnet(img_to_resnet_input(img).unsqueeze(0))\n",
    "    output = F.softmax(output, dim=1)\n",
    "    prediction_score, pred_label_idx = torch.topk(output, 1)\n",
    "    prediction_score.squeeze_()\n",
    "    pred_label_idx.squeeze_()\n",
    "    if print_result:\n",
    "        labels_path = os.getenv(\"HOME\") + '/.torch/models/imagenet_class_index.json'\n",
    "        with open(labels_path) as json_data:\n",
    "            idx_to_labels = json.load(json_data)\n",
    "        predicted_label = idx_to_labels[str(pred_label_idx.item())][1]\n",
    "        print('Predicted:', predicted_label, \"id =\", pred_label_idx.item(), 'with a score of:', prediction_score.squeeze().item())\n",
    "    return pred_label_idx.item(), prediction_score.item()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let us classify the image we loaded in the previous section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted: wine_bottle id = 907 with a score of: 0.12470874935388565\n"
     ]
    }
   ],
   "source": [
    "predicted_class, prediction_score = classify(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our model classifies the image as the ImageNet-1k category `wine_bottle`. Not bad.\n",
    "\n",
    "<em>Note that the model is trained for classification, and expects images containing one object not a whole scene.</em>\n",
    "\n",
    "Now, let us see how different parts of the image influence this output."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Inspecting influential image parts behind the classification output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the availability of a segmentation mask, we can quickly exclude parts of the image to see how they affect the classification output.\n",
    "\n",
    "The Feature Ablation algorithm in Captum enables ablating a number of input features together as a group. This is very useful when dealing with images, where each color channel in each pixel is an input feature.\n",
    "To define our desired groups over input features, all we need is to provide a <em>feature mask</em>.\n",
    "\n",
    "In case of an image input, the feature mask is also a 2D image of the same size, where each pixel in the mask indicates the feature group it belongs to via an integer value. Pixels of the same value define a group.\n",
    "\n",
    "This means we can readily use segmentation masks as feature masks in Captum! \n",
    "Let us see how:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert the mask image to a numpy array of the expected shape (count, channels, height, width)\n",
    "feature_mask = np.array(mask_img.getdata()).reshape(1, 1, mask_img.size[1], mask_img.size[0])\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our `feature_mask` is basically ready to use. However, let us first check its unique values that define the group ids:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  20 255]\n"
     ]
    }
   ],
   "source": [
    "print(np.unique(feature_mask))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These ids correspond to the VOC 2012 labels for `background`, `bottle`, `tvmonitor` and `void`.\n",
    "\n",
    "While they would work, Captum expects consecutive group ids and would hence consider that there are 256 feature groups (most of them empty). This would result in slow execution.\n",
    "\n",
    "Let's instead map our groups to consecutive values as expected by Captum:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_mask[feature_mask == 5] = 1 # feature group for bottle\n",
    "feature_mask[feature_mask == 20] = 2 # feature group for tvmonitor\n",
    "feature_mask[feature_mask == 255] = 3 # feature group for void\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can create our `FeatureAblation` object and use it to compute the influence of each feature group in our image on the target responsible for the `predicted_class` we computed in the previous section, which is `wine_bottle`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "ablator = FeatureAblation(resnet)\n",
    "\n",
    "attribution_map = ablator.attribute(\n",
    "    img_to_resnet_input(img).unsqueeze(0),\n",
    "    target=predicted_class,\n",
    "    feature_mask=torch.tensor(feature_mask))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us visualize the resulting attribution map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "attribution_map = attribution_map.squeeze().cpu().detach().numpy()\n",
    "# adjust shape to height, width, channels \n",
    "attribution_map = np.transpose(attribution_map, (1,2,0))\n",
    "_ = viz.visualize_image_attr(attribution_map,\n",
    "                             method=\"heat_map\",\n",
    "                             sign=\"all\",\n",
    "                             show_colorbar=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Captum has computed the influence of each feature groups on the predicted label `wine_bottle`:\n",
    "* The bottles are the most influential part of the image contributing positively towards this prediction. Ablating them would strongly impact the prediction.\n",
    "* The background and borders are less infuential.\n",
    "* The TV monitors have a slightly negative impact. Ablating them will actually boost the prediction score for `wine_bottle`, as this reduces the clutter in the input image w.r.t. to this class.\n",
    "\n",
    "The attribution map has been computed with `target=predicted_class`. Captum can further compute attribution maps for alternative targets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Inspecting influential image parts for alternative classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ImageNet does have a class for a TV monitor with `class_id = 664` according to the `idx_to_labels` map we loaded in section 1.\n",
    "\n",
    "Let us compute an attribution map for this target in the same image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "attribution_map = ablator.attribute(\n",
    "    img_to_resnet_input(img).unsqueeze(0),\n",
    "    target=664,\n",
    "    feature_mask=torch.tensor(feature_mask))\n",
    "\n",
    "attribution_map = attribution_map.squeeze().cpu().detach().numpy()\n",
    "# adjust shape to height, width, channels \n",
    "attribution_map = np.transpose(attribution_map, (1,2,0))\n",
    "\n",
    "_ = viz.visualize_image_attr(attribution_map,\n",
    "                             method=\"heat_map\",\n",
    "                             sign=\"all\",\n",
    "                             show_colorbar=True)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Captum has computed the influence of each feature groups on the target `monitor`:\n",
    "* The TV monitors are expectedly the most influential part.\n",
    "* The background has no infuential.\n",
    "* The borders seem to have some negative impact. Ablating them slightly boosts the target, possibly because this helps framing the monitors in the image? \n",
    "* The bottles have a considerable negative impact. Ablating them apparently makes the monitors stand out as the main object in the image, which in turns boosts the activation for this target.\n",
    "\n",
    "You can verify this finding next if you are interested."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Sanity check: re-classifying after ablation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we use OpenCV's `bitwise_and` to create an image with ablated bottles and borders:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "\n",
    "cV2_mask = np.array(feature_mask)\n",
    "cV2_mask[feature_mask == 0] = 1\n",
    "cV2_mask[feature_mask == 1] = 0\n",
    "cV2_mask[feature_mask == 2] = 1\n",
    "cV2_mask[feature_mask == 3] = 0\n",
    "cV2_mask = np.expand_dims(cV2_mask.squeeze(), axis=2).astype(np.uint8)\n",
    "\n",
    "img_arr = np.transpose(T.ToTensor()(img).numpy(),  (1,2,0))\n",
    "img_without_bottles = cv2.bitwise_and(img_arr, img_arr, mask=cV2_mask)\n",
    "plt.imshow(img_without_bottles); plt.axis('off'); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us classify this ablated image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted: desktop_computer  id =  527  (score:  0.10873227566480637 )\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(527, 0.10873227566480637)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify(img_without_bottles)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The output is `desktop_computer`, another class in ImageNet whose images usuallly include a monitor and a keyboard. Not bad.\n",
    "\n",
    "In fact, the `monitor` class (with id = 664) is among the top-5 guesses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.return_types.topk(\n",
       "values=tensor([[0.1087, 0.0971, 0.0961, 0.0801, 0.0727]], grad_fn=<TopkBackward>),\n",
       "indices=tensor([[527, 681, 673, 782, 664]]))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output = resnet(img_to_resnet_input(img_without_bottles).unsqueeze(0))\n",
    "output = F.softmax(output, dim=1)\n",
    "torch.topk(output, 5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
